From 3e8159e5b0f6e7e96d4e6ca1f4b4d8ccb151ace5 Mon Sep 17 00:00:00 2001
From: haoneng.lhn <haoneng.lhn@alibaba-inc.com>
Date: 星期四, 20 七月 2023 18:43:38 +0800
Subject: [PATCH] add lora finetune code
---
egs_modelscope/asr/paraformer/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch/finetune.py | 16 ++++++++++++++--
1 files changed, 14 insertions(+), 2 deletions(-)
diff --git a/egs_modelscope/asr/paraformer/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch/finetune.py b/egs_modelscope/asr/paraformer/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch/finetune.py
index 1935258..5c8c85b 100644
--- a/egs_modelscope/asr/paraformer/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch/finetune.py
+++ b/egs_modelscope/asr/paraformer/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch/finetune.py
@@ -19,7 +19,8 @@
work_dir=params.output_dir,
batch_bins=params.batch_bins,
max_epoch=params.max_epoch,
- lr=params.lr)
+ lr=params.lr,
+ mate_params=params.param_dict)
trainer = build_trainer(Trainers.speech_asr_trainer, default_args=kwargs)
trainer.train()
@@ -30,7 +31,18 @@
params.data_path = "./example_data/" # 鏁版嵁璺緞
params.dataset_type = "small" # 灏忔暟鎹噺璁剧疆small锛岃嫢鏁版嵁閲忓ぇ浜�1000灏忔椂锛岃浣跨敤large
params.batch_bins = 2000 # batch size锛屽鏋渄ataset_type="small"锛宐atch_bins鍗曚綅涓篺bank鐗瑰緛甯ф暟锛屽鏋渄ataset_type="large"锛宐atch_bins鍗曚綅涓烘绉掞紝
- params.max_epoch = 50 # 鏈�澶ц缁冭疆鏁�
+ params.max_epoch = 20 # 鏈�澶ц缁冭疆鏁�
params.lr = 0.00005 # 璁剧疆瀛︿範鐜�
+ init_param = []
+ freeze_param = []
+ ignore_init_mismatch = True
+ use_lora = False
+ params.param_dict = {"init_param":init_param, "freeze_param": freeze_param, "ignore_init_mismatch": ignore_init_mismatch}
+ if use_lora:
+ enable_lora = True
+ lora_bias = "all"
+ lora_params = {"lora_list":['q','v'], "lora_rank":8, "lora_alpha":16, "lora_dropout":0.1}
+ lora_config = {"enable_lora": enable_lora, "lora_bias": lora_bias, "lora_params": lora_params}
+ params.param_dict.update(lora_config)
modelscope_finetune(params)
--
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